gitlink-cli/shortcuts/workflow/steps.go

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package workflow
import (
"bytes"
"crypto/md5"
"encoding/hex"
"encoding/json"
"fmt"
"os"
"os/exec"
"path/filepath"
"regexp"
"strings"
"time"
"github.com/gitlink-org/gitlink-cli/shortcuts/common"
)
// StepResult holds the outcome of executing one step.
type StepResult struct {
Step string `json:"step"`
Purpose string `json:"purpose"`
Type StepType `json:"type"`
OK bool `json:"ok"`
Data interface{} `json:"data,omitempty"`
Error string `json:"error,omitempty"`
Skipped bool `json:"skipped,omitempty"`
SkipReason string `json:"skip_reason,omitempty"`
}
// ExecuteStep dispatches a step to the right executor based on its Type.
func ExecuteStep(ctx *common.RuntimeContext, step StepDef, dryRun bool) *StepResult {
sr := &StepResult{
Step: step.Name,
Purpose: step.Purpose,
Type: step.Type,
}
switch step.Type {
case StepTypeAPI:
executeAPIStep(ctx, step, sr)
case StepTypeCommand:
executeCommandStep(ctx, step, sr)
case StepTypeSkill:
executeSkillStep(ctx, step, sr, dryRun)
default:
sr.OK = false
sr.Error = fmt.Sprintf("unknown step type: %q", step.Type)
}
return sr
}
// executeAPIStep makes an HTTP call through the API client.
func executeAPIStep(ctx *common.RuntimeContext, step StepDef, sr *StepResult) {
path := resolvePath(step.Target, ctx.Owner, ctx.Repo)
env, err := ctx.CallAPIWithQuery(step.Method, path, step.Query)
if err != nil {
sr.OK = false
sr.Error = err.Error()
} else {
sr.OK = env.OK
sr.Data = env.Data
}
}
// executeCommandStep runs a gitlink-cli subcommand as a subprocess.
func executeCommandStep(ctx *common.RuntimeContext, step StepDef, sr *StepResult) {
if strings.HasPrefix(step.Target, "workflow-internal:") {
executeInternalCommandStep(ctx, step, sr)
return
}
parts := parseCommandTarget(step.Target)
if len(parts) == 0 {
sr.OK = false
sr.Error = fmt.Sprintf("empty command target: %q", step.Target)
return
}
bin := resolveCLIBinary()
args := append(parts, "--format", "json")
if ctx.Owner != "" {
args = append(args, "--owner", ctx.Owner)
}
if ctx.Repo != "" {
args = append(args, "--repo", ctx.Repo)
}
cmd := exec.Command(bin, args...)
cmd.Stderr = nil
out, err := cmd.Output()
if err != nil {
sr.OK = false
sr.Error = fmt.Sprintf("command failed: %v", err)
return
}
var data interface{}
if err := json.Unmarshal(out, &data); err != nil {
sr.OK = true
sr.Data = strings.TrimSpace(string(out))
} else {
sr.OK = true
sr.Data = data
}
}
func executeInternalCommandStep(ctx *common.RuntimeContext, step StepDef, sr *StepResult) {
switch strings.TrimPrefix(step.Target, "workflow-internal:") {
case "multi-repo-snapshot":
snapshot, err := BuildMultiRepoSnapshot(ctx)
if err != nil {
sr.OK = false
sr.Error = err.Error()
return
}
sr.OK = true
sr.Data = snapshot
default:
sr.OK = false
sr.Error = fmt.Sprintf("unknown internal workflow command: %q", step.Target)
}
}
// executeSkillStep runs a skill step. Depending on aiMode, it uses the AI API or
// falls back to a deterministic rule engine. Both paths produce the same AIResponse
// format, and actions from either source go through the same security whitelist.
func executeSkillStep(ctx *common.RuntimeContext, step StepDef, sr *StepResult, dryRun bool) {
upstream := collectUpstream(ctx, step)
// For review step, fetch PR diffs and filter already-reviewed PRs.
if step.Target == "gitlink-review" {
enrichWithPRDiffs(upstream, ctx.Owner, ctx.Repo)
filterReviewedPRs(upstream, ctx)
}
if dryRun {
sr.OK = true
sr.Data = map[string]interface{}{
"_skill": step.Target,
"_dry_run": true,
"_depends_on": step.DependsOn,
"_upstream": upstream,
"_hint": "预览模式:展示将要传给 AI/规则引擎 的上游数据,不实际执行。",
}
return
}
aiMode := resolveAIMode(ctx)
client := NewAIClient()
var aiResp *AIResponse
var usedAI bool
var aiAnalysis interface{}
switch aiMode {
case AIModeNoAI:
resp, err := runRuleEngine(step, upstream)
if err != nil {
sr.OK = true
sr.Data = map[string]interface{}{
"_skill": step.Target,
"_needs_ai": true,
"_upstream": upstream,
"_error": fmt.Sprintf("rule engine failed: %v", err),
}
return
}
aiResp = resp
case AIModeAI:
if !client.HasKey() {
sr.OK = false
sr.Error = "AI 模式需要配置 API Key设置 DEEPSEEK_API_KEY 环境变量或 config set deepseek_api_key"
return
}
resp, err := callAI(client, step, upstream)
if err != nil {
sr.OK = false
sr.Error = fmt.Sprintf("AI 调用失败: %v", err)
return
}
aiResp = resp
usedAI = true
default: // "auto"
if client.HasKey() {
resp, err := callAI(client, step, upstream)
if err == nil {
aiResp = resp
usedAI = true
} else {
fmt.Fprintf(os.Stderr, "[workflow] AI 调用失败,降级到规则引擎: %v\n", err)
}
}
if aiResp == nil {
resp, err := runRuleEngine(step, upstream)
if err != nil {
sr.OK = true
sr.Data = map[string]interface{}{
"_skill": step.Target,
"_needs_ai": true,
"_upstream": upstream,
"_error": fmt.Sprintf("AI 和规则引擎均失败: %v", err),
}
return
}
aiResp = resp
}
}
if usedAI && step.Target == "gitlink-triage" {
if ruleResp, err := runRuleEngine(step, upstream); err == nil {
aiAnalysis = aiResp.Analysis
aiResp.Actions = ruleResp.Actions
aiResp.Analysis = ruleResp.Analysis
} else {
fmt.Fprintf(os.Stderr, "[workflow] triage rule action fallback failed: %v\n", err)
}
}
// In AI mode for init-scaffold: let AI suggest an English repo name from
// a Chinese description, then use the rule engine for deterministic actions.
if usedAI && step.Target == "gitlink-init-scaffold" {
if suggested := extractRepoNameFromAIAnalysis(aiResp.Analysis); suggested != "" {
upstream["_repo"] = suggested
}
if ruleResp, err := runRuleEngine(step, upstream); err == nil {
aiAnalysis = aiResp.Analysis
aiResp.Actions = ruleResp.Actions
} else {
fmt.Fprintf(os.Stderr, "[workflow] init-scaffold rule fallback failed: %v\n", err)
}
}
// In AI mode, supplement health-report with deterministic wiki action.
// AI provides richer semantic analysis; rule engine ensures wiki publishing.
if usedAI && step.Name == "health-report" {
if ruleResp, err := runRuleEngine(step, upstream); err == nil && len(ruleResp.Actions) > 0 {
content := ""
if s, ok := aiResp.Analysis.(string); ok && s != "" {
content = s
}
if content == "" {
if b, err := json.MarshalIndent(aiResp.Analysis, "", " "); err == nil {
content = "# 项目健康度报告\n\n" + string(b) + "\n"
}
}
// Rewrite the rule engine's wiki +create with AI-enhanced content.
for _, a := range ruleResp.Actions {
if a.Module == "wiki" && a.Command == "+create" {
if content != "" {
a.Args["content"] = content
}
aiResp.Actions = append(aiResp.Actions, a)
}
}
} else {
}
}
// Supplement AI responses with wiki publishing so the full pipeline runs.
if usedAI && step.Name == "contributor-ranking" {
content := ""
if s, ok := aiResp.Analysis.(string); ok {
content = s
} else if b, err := json.MarshalIndent(aiResp.Analysis, "", " "); err == nil {
content = "# 贡献者排行榜\n\n```json\n" + string(b) + "\n```\n"
}
if content != "" {
pageName := "贡献者排行榜 " + time.Now().Format("2006-01-02")
aiResp.Actions = append(aiResp.Actions,
AIAction{
Type: "cli", Module: "wiki", Command: "+create",
Args: map[string]string{
"name": pageName,
"content": content,
"message": "自动生成贡献者排行榜",
},
},
AIAction{
Type: "cli", Module: "wiki", Command: "+update",
Args: map[string]string{
"name": pageName,
"content": content,
"message": "自动更新贡献者排行榜",
},
},
)
}
}
// In AI mode, supplement multi-repo-coordination with deterministic wiki action.
// Rule engine always controls whether wiki publish happens; AI only provides content.
if usedAI && step.Name == "multi-repo-coordination" {
if ruleResp, err := runRuleEngine(step, upstream); err == nil && len(ruleResp.Actions) > 0 {
content := ""
if s, ok := aiResp.Analysis.(string); ok && s != "" {
content = s
}
if content == "" {
if b, err := json.MarshalIndent(aiResp.Analysis, "", " "); err == nil {
content = "# 多仓库协同报告\n\n```json\n" + string(b) + "\n```\n"
}
}
for _, a := range ruleResp.Actions {
if a.Module == "wiki" && a.Command == "+create" {
if content != "" {
a.Args["content"] = content
}
aiResp.Actions = append(aiResp.Actions, a)
}
}
}
}
executed, actionErrors := executeActions(ctx, aiResp.Actions)
// After review, save PR fingerprints so we skip them next poll.
if step.Target == "gitlink-review" && !dryRun {
saveReviewedPRFingerprints(upstream, ctx)
}
// Step succeeds if at least one action was executed (repo create, etc.).
// Individual action errors are reported in data.errors.
sr.OK = executed > 0 || len(aiResp.Actions) == 0
data := map[string]interface{}{
"ok": sr.OK,
"analysis": aiResp.Analysis,
"executed": executed,
"_ai_used": usedAI,
"_skill": step.Target,
}
if len(actionErrors) > 0 {
data["errors"] = actionErrors
}
if aiAnalysis != nil {
data["ai_analysis"] = aiAnalysis
}
sr.Data = data
}
// executeActions runs allowed actions from an AIResponse. Returns the count of
// successfully executed actions and any errors. After a successful repo +create,
// ctx.Repo is updated so subsequent API actions in the same batch target the
// newly created repository.
func executeActions(ctx *common.RuntimeContext, actions []AIAction) (int, []string) {
executed := 0
var errors []string
seen := make(map[string]bool, len(actions))
for _, action := range actions {
key := actionKey(action)
if seen[key] {
fmt.Fprintf(os.Stderr, "[workflow] skipped duplicate action: %s %s %s\n", action.Type, action.Module, action.Command)
continue
}
seen[key] = true
if !isActionAllowed(action) {
msg := fmt.Sprintf("blocked action: %s %s +%s", action.Type, action.Module, action.Command)
fmt.Fprintf(os.Stderr, "[workflow] %s\n", msg)
errors = append(errors, msg)
continue
}
if action.Type == "api" {
path := resolvePath(action.Path, ctx.Owner, ctx.Repo)
_, err := ctx.CallAPI(action.Method, path, action.Body)
if err != nil {
msg := fmt.Sprintf("api %s %s: %v", action.Method, path, err)
fmt.Fprintf(os.Stderr, "[workflow] %s\n", msg)
errors = append(errors, msg)
continue
}
executed++
} else if action.Type == "cli" {
args := []string{action.Module, action.Command}
for k, v := range action.Args {
args = append(args, "--"+k, v)
}
if ctx.Owner != "" {
args = append(args, "--owner", ctx.Owner)
}
if ctx.Repo != "" {
args = append(args, "--repo", ctx.Repo)
}
bin := resolveCLIBinary()
cmd := exec.Command(bin, args...)
var cliStderr bytes.Buffer
cmd.Stderr = &cliStderr
err := cmd.Run()
if err != nil {
stderrStr := strings.TrimSpace(cliStderr.String())
// repo +create "already exists" is non-fatal: reuse existing repo.
if action.Module == "repo" && action.Command == "+create" && strings.Contains(stderrStr, "已被使用") {
fmt.Fprintf(os.Stderr, "[workflow] repo %s already exists, reusing\n", action.Args["name"])
executed++
if name := action.Args["name"]; name != "" && ctx.Repo == "" {
ctx.Repo = name
}
continue
}
msg := fmt.Sprintf("cli %s: %v", strings.Join(args, " "), err)
if cliStderr.Len() > 0 {
msg += " — " + stderrStr
}
fmt.Fprintf(os.Stderr, "[workflow] %s\n", msg)
errors = append(errors, msg)
continue
}
executed++
// After repo +create succeeds, update ctx.Repo so subsequent
// API actions in the same batch target the new repository.
if action.Module == "repo" && action.Command == "+create" {
if name := action.Args["name"]; name != "" && ctx.Repo == "" {
ctx.Repo = name
}
}
}
}
return executed, errors
}
func actionKey(action AIAction) string {
raw, err := json.Marshal(action)
if err != nil {
return fmt.Sprintf("%s:%s:%s:%v:%s:%s", action.Type, action.Module, action.Command, action.Args, action.Method, action.Path)
}
sum := md5.Sum(raw)
return hex.EncodeToString(sum[:])
}
// resolveAIMode determines the effective AI mode from the context.
func resolveAIMode(ctx *common.RuntimeContext) AIMode {
switch ctx.AIMode {
case "ai":
return AIModeAI
case "no-ai":
return AIModeNoAI
default:
return AIModeAuto
}
}
// callAI invokes the Anthropic API for a skill step.
func callAI(client *AIClient, step StepDef, upstream map[string]interface{}) (*AIResponse, error) {
skillMD := readSkillDoc(step.Target)
upstreamJSON, _ := json.MarshalIndent(upstream, "", " ")
return client.Analyze(&AIRequest{
SystemPrompt: skillMD,
UserData: string(upstreamJSON),
})
}
// extractRepoNameFromAIAnalysis tries to extract an ASCII repo name the AI
// suggested from a Chinese description. Returns "" if nothing usable is found.
func extractRepoNameFromAIAnalysis(analysis interface{}) string {
m, ok := analysis.(map[string]interface{})
if !ok {
return ""
}
for _, key := range []string{"repo_name", "repo", "_repo", "name", "suggested_name"} {
if v, ok := m[key].(string); ok && v != "" {
v = strings.ToLower(strings.TrimSpace(v))
v = regexp.MustCompile(`[^a-z0-9-]+`).ReplaceAllString(v, "-")
v = regexp.MustCompile(`-+`).ReplaceAllString(v, "-")
v = strings.Trim(v, "-")
if len(v) >= 2 {
return v
}
}
}
return ""
}
// runRuleEngine looks up and invokes the rule engine for a skill target.
func runRuleEngine(step StepDef, upstream map[string]interface{}) (*AIResponse, error) {
engine, ok := RuleEngines[step.Target]
if !ok {
return nil, ErrNoRuleEngine(step.Target)
}
return engine(upstream, step.Name)
}
// collectUpstream gathers data from steps declared in DependsOn.
func collectUpstream(ctx *common.RuntimeContext, step StepDef) map[string]interface{} {
upstream := make(map[string]interface{})
// Always include _-prefixed context keys so rule engines can access
// _owner, _repo, _desc, _wiki_owner, _wiki_repo, etc.
for k, v := range ctx.Args {
if strings.HasPrefix(k, "_") {
upstream[k] = v
}
}
for _, dep := range step.DependsOn {
if v, ok := ctx.Args[dep]; ok {
var parsed interface{}
if err := json.Unmarshal([]byte(v), &parsed); err == nil {
upstream[dep] = parsed
} else {
upstream[dep] = v
}
}
}
// If no DependsOn, collect all available upstream data.
if len(step.DependsOn) == 0 {
for k, v := range ctx.Args {
var parsed interface{}
if err := json.Unmarshal([]byte(v), &parsed); err == nil {
upstream[k] = parsed
} else {
upstream[k] = v
}
}
}
return upstream
}
// readSkillDoc reads the full SKILL.md for a given skill name.
func readSkillDoc(target string) string {
paths := []string{}
if exe, err := os.Executable(); err == nil {
paths = append(paths, filepath.Join(filepath.Dir(exe), "skills", target, "SKILL.md"))
}
paths = append(paths,
filepath.Join("skills", target, "SKILL.md"),
filepath.Join("/etc/gitlink-cli/skills", target, "SKILL.md"),
)
home, err := os.UserHomeDir()
if err == nil {
paths = append(paths, filepath.Join(home, ".config", "gitlink-cli", "skills", target, "SKILL.md"))
}
for _, p := range paths {
data, err := os.ReadFile(p)
if err == nil {
return string(data)
}
}
return fmt.Sprintf("# %s\n\nSkill documentation not found.", target)
}
// resolveCLIBinary finds the gitlink-cli binary for subprocess calls.
func resolveCLIBinary() string {
if exe, err := os.Executable(); err == nil && exe != "" {
return exe
}
for _, p := range []string{"./gitlink-cli", "./gitlink-cli.exe", "../gitlink-cli", "../gitlink-cli.exe"} {
if _, err := os.Stat(p); err == nil {
if abs, err := filepath.Abs(p); err == nil {
return abs
}
return p
}
}
return "gitlink-cli"
}
// Security whitelist for AI-generated actions.
var allowedAPIMethods = map[string]bool{
"GET": true, "POST": true, "PATCH": true,
}
var allowedCLIModules = map[string]bool{
"issue": true, "pr": true, "release": true,
"wiki": true, "member": true, "label": true,
"milestone": true, "branch": true, "comment": true,
"repo": true, "file": true,
}
var blockedCLICommands = map[string]bool{
"+delete": true, "+remove": true, "+batch-delete": true,
"+fork": true, "+batch-fork": true,
}
func isActionAllowed(action AIAction) bool {
if action.Type == "api" {
if !allowedAPIMethods[action.Method] {
return false
}
}
if action.Type == "cli" {
if !allowedCLIModules[action.Module] {
return false
}
if blockedCLICommands[action.Command] {
return false
}
}
return true
}
// parseCommandTarget splits a CLI command string into tokens,
// respecting quoted arguments.
func parseCommandTarget(target string) []string {
var parts []string
var current strings.Builder
inQuote := false
quoteChar := byte(0)
for i := 0; i < len(target); i++ {
c := target[i]
switch {
case c == '"' || c == '\'':
if inQuote && c == quoteChar {
inQuote = false
quoteChar = 0
} else if !inQuote {
inQuote = true
quoteChar = c
} else {
current.WriteByte(c)
}
case c == ' ' && !inQuote:
if current.Len() > 0 {
parts = append(parts, current.String())
current.Reset()
}
default:
current.WriteByte(c)
}
}
if current.Len() > 0 {
parts = append(parts, current.String())
}
return parts
}
// filterReviewedPRs removes PRs from upstream that were already reviewed
// with the same fingerprint, preventing re-review on every poll cycle.
func filterReviewedPRs(upstream map[string]interface{}, ctx *common.RuntimeContext) {
wfName := ctx.Arg("__wf_name")
if wfName == "" {
return
}
state, err := LoadState(wfName)
if err != nil || state == nil {
return
}
if state.ReviewedPRs == nil {
state.ReviewedPRs = make(map[string]string)
}
prs := extractPRListFromUpstream(upstream, "open-prs")
if len(prs) == 0 {
return
}
filtered := make([]interface{}, 0, len(prs))
skipped := 0
for _, pr := range prs {
prNum := prNumberFromMap(pr)
if prNum == "" {
filtered = append(filtered, pr)
continue
}
fp := prFingerprint(pr)
if stored, ok := state.ReviewedPRs[prNum]; ok && stored == fp {
skipped++
continue
}
filtered = append(filtered, pr)
}
if skipped > 0 {
fmt.Fprintf(os.Stderr, "[workflow] 跳过 %d 个已审查的 PR无变化\n", skipped)
}
upstream["open-prs"] = map[string]interface{}{"data": filtered}
}
// saveReviewedPRFingerprints stores PR fingerprints after a successful review.
func saveReviewedPRFingerprints(upstream map[string]interface{}, ctx *common.RuntimeContext) {
wfName := ctx.Arg("__wf_name")
if wfName == "" {
return
}
state, err := LoadState(wfName)
if err != nil || state == nil {
return
}
if state.ReviewedPRs == nil {
state.ReviewedPRs = make(map[string]string)
}
prs := extractPRListFromUpstream(upstream, "open-prs")
for _, pr := range prs {
prNum := prNumberFromMap(pr)
if prNum == "" {
continue
}
state.ReviewedPRs[prNum] = prFingerprint(pr)
}
state.Save()
}
// prFingerprint returns an MD5 hash of key PR fields for change detection.
func prFingerprint(pr map[string]interface{}) string {
var parts []string
if t := strFromMap(pr, "title", "name"); t != "" {
parts = append(parts, "title:"+t)
}
if b := strFromMap(pr, "body", "description"); b != "" {
parts = append(parts, "body:"+b)
}
if s := strFromMap(pr, "pull_request_status", "pull_request_staus", "status", "state"); s != "" {
parts = append(parts, "status:"+s)
}
h := md5.Sum([]byte(strings.Join(parts, "|")))
return hex.EncodeToString(h[:])
}
// prNumberFromMap extracts a PR number string from a PR data map.
func prNumberFromMap(pr map[string]interface{}) string {
for _, k := range []string{"pull_request_number", "id", "number", "pull_request_id"} {
if v := pr[k]; v != nil {
s := fmt.Sprintf("%v", v)
if s != "" && s != "0" && s != "<nil>" {
return s
}
}
}
return ""
}
// strFromMap returns the first non-empty string value from the given keys.
func strFromMap(m map[string]interface{}, keys ...string) string {
for _, k := range keys {
if v, ok := m[k].(string); ok && v != "" {
return v
}
}
return ""
}
// extractPRListFromUpstream extracts PR list from upstream data.
func extractPRListFromUpstream(upstream map[string]interface{}, key string) []map[string]interface{} {
raw, ok := upstream[key]
if !ok {
return nil
}
if m, ok := raw.(map[string]interface{}); ok {
if data, ok := m["data"]; ok {
raw = data
}
}
if m, ok := raw.(map[string]interface{}); ok {
for _, listKey := range []string{"issues", "pull_requests"} {
if v, ok := m[listKey]; ok {
if arr, ok := v.([]interface{}); ok {
raw = arr
break
}
}
}
}
list, _ := raw.([]interface{})
var out []map[string]interface{}
for _, item := range list {
if m, ok := item.(map[string]interface{}); ok {
out = append(out, m)
}
}
return out
}
// enrichWithPRDiffs fetches diffs for open PRs and stores them in upstream
// so that both AI and the rule engine can analyze actual code changes.
func enrichWithPRDiffs(upstream map[string]interface{}, owner, repo string) {
prs := extractPRListFromUpstream(upstream, "open-prs")
if len(prs) == 0 {
return
}
diffs := make(map[string]string)
for _, pr := range prs {
// pull_request_status may be numeric (0=open, 1=merged, 2=closed) or string.
// The API also uses the typo key "pull_request_staus".
status := ""
switch v := pr["pull_request_status"].(type) {
case string:
status = v
case float64:
if v == 0 {
status = "open"
}
}
if status == "" {
if s, ok := pr["pull_request_staus"].(string); ok {
status = s
}
}
if status != "" && status != "open" {
continue
}
prNum := ""
if n, ok := pr["pull_request_number"]; ok {
prNum = fmt.Sprintf("%v", n)
} else if n, ok := pr["id"]; ok {
prNum = fmt.Sprintf("%v", n)
} else if n, ok := pr["number"]; ok {
prNum = fmt.Sprintf("%v", n)
} else if n, ok := pr["pull_request_id"]; ok {
prNum = fmt.Sprintf("%v", n)
}
if prNum == "" {
continue
}
bin := resolveCLIBinary()
cmd := exec.Command(bin, "pr", "+diff", "--id", prNum, "--owner", owner, "--repo", repo, "--format", "json")
out, err := cmd.Output()
if err != nil {
continue
}
var resp struct {
OK bool `json:"ok"`
Data struct {
Files []struct {
Sections []struct {
Lines []struct {
Content string `json:"content"`
} `json:"lines"`
} `json:"sections"`
} `json:"files"`
} `json:"data"`
}
if err := json.Unmarshal(out, &resp); err != nil || !resp.OK || len(resp.Data.Files) == 0 {
continue
}
var sb strings.Builder
for _, f := range resp.Data.Files {
for _, sec := range f.Sections {
for _, line := range sec.Lines {
sb.WriteString(line.Content)
sb.WriteString("\n")
}
}
}
diffText := sb.String()
if diffText == "" {
continue
}
diffs[prNum] = diffText
}
if len(diffs) > 0 {
upstream["_pr_diffs"] = diffs
}
}