Agent skill · Audited from source
x-research
skill · rohunvora/x-research-skillLicence not declaredAudited 20 Oct 2026 · source d0894d73fa29
Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit d0894d73fa29 and observed network access and no hard-coded secrets. What it does: General-purpose X/Twitter research agent. Searches X for real-time perspectives, dev discussions, product feedback, cultural takes, breaking news, and expert opinions. Works like a web research agent but uses X as the…
Cite
Cite this page
ModelsAtlas. “x-research (rohunvora/x-research-skill)”. Retrieved 20 Oct 2026. https://modelsatlas.com/skills/rohunvora/x-research
Trust audit
Audit 0.4.1 · source read 20 Oct 2026
SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 13,985 of 14,816 audited skills.
What the source does
- FilesystemNone observedNo reads or writes in the source
- NetworkDeclared1 observation
- ShellNone observedNo commands run in the source
- DependenciesPinnedNothing floats
- SecretsNone foundNo keys in source
Five audit layers
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | PASS | 1 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | PASS | 1 |
L2 Instructions | Prompt injection, authority framing, hidden directives | PASS | 0 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass, no license.
Findings (2)
LOWInventory / provenanceinv.no_license
- Why
- no LICENSE file and no repo licence
- Fix
- add a licence
LOWInsecure cryptocrypto.weak_hash · lib/cache.ts:19
const hash = createHash("md5")- Why
- No further detail recorded for this rule.
- Fix
- —
Audit 0.4.1 · source sha d0894d73fa29 · 20 Oct 2026Report an issue or request a re-scan
Provenance
Who published it, and what the verdict is pinned to
- Publisherrohunvora GitHub userOwner of the repository this skill is read from
- Source folderrohunvora/x-research-skillThe exact folder we audited
- LicenceNot declaredAs the repository states it
- Commit pinned for this verdictd0894d73fa29A new audit runs when the source changes
- Repository statusNot archivedLast push 243 days ago
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗Its description: General-purpose X/Twitter research agent. Searches X for real-time perspectives, dev discussions, product feedback, cultural takes, breaking news, and expert opinions. Works like a web research agent but uses X as the…
---
name: x-research
description: >
General-purpose X/Twitter research agent. Searches X for real-time perspectives,
dev discussions, product feedback, cultural takes, breaking news, and expert opinions.
Works like a web research agent but uses X as the source.
Use when: (1) user says "x research", "search x for", "search twitter for",
"what are people saying about", "what's twitter saying", "check x for", "x search",
"/x-research", (2) user is working on something where recent X discourse would provide
useful context (new library releases, API changes, product launches, cultural events,
industry drama), (3) user wants to find what devs/experts/community thinks about a topic.
NOT for: posting tweets or account management. Note: currently uses recent search (last 7 days). Full-archive search is available on the same pay-per-use X API plan but not yet implemented in this skill.
---
# X Research
General-purpose agentic research over X/Twitter. Decompose any research question into targeted searches, iteratively refine, follow threads, deep-dive linked content, and synthesize into a sourced briefing.
For X API details (endpoints, operators, response format): read `references/x-api.md`.
## CLI Tool
All commands run from this skill directory:
```bash
cd ~/clawd/skills/x-research
source ~/.config/env/global.env
```
### Search
```bash
bun run x-search.ts search "<query>" [options]
```
**Options:**
- `--sort likes|impressions|retweets|recent` — sort order (default: likes)
- `--since 1h|3h|12h|1d|7d` — time filter (default: last 7 days). Also accepts minutes (`30m`) or ISO timestamps.
- `--min-likes N` — filter by minimum likes
- `--min-impressions N` — filter by minimum impressions
- `--pages N` — pages to fetch, 1-5 (default: 1, 100 tweets/page)
- `--limit N` — max results to display (default: 15)
- `--quick` — quick mode: 1 page, max 10 results, auto noise filter (`-is:retweet -is:reply`), 1hr cache, cost summary
- `--from <username>` — shorthand for `from:username` in query
- `--quality` — filter low-engagement tweets (≥10 likes, post-hoc)
- `--no-replies` — exclude replies
- `--save` — save results to `~/clawd/drafts/x-research-{slug}-{date}.md`
- `--json` — raw JSON output
- `--markdown` — markdown output for research docs
Auto-adds `-is:retweet` unless query already includes it. All searches display estimated API cost.
**Examples:**
```bash
bun run x-search.ts search "BNKR" --sort likes --limit 10
bun run x-search.ts search "from:frankdegods" --sort recent
bun run x-search.ts search "(opus 4.6 OR claude) trading" --pages 2 --save
bun run x-search.ts search "$BNKR (revenue OR fees)" --min-likes 5
bun run x-search.ts search "BNKR" --quick
bun run x-search.ts search "BNKR" --from voidcider --quick
bun run x-search.ts search "AI agents" --quality --quick
```
### Profile
```bash
bun run x-search.ts profile <username> [--count N] [--replies] [--json]
```
Fetches recent tweets from a specific user (excludes replies by default).
### Thread
```bash
bun run x-search.ts thread <tweet_id> [--pages N]
```
Fetches full conversation thread by root tweet ID.
### Single Tweet
```bash
bun run x-search.ts tweet <tweet_id> [--json]
```
### Watchlist
```bash
bun run x-search.ts watchlist # Show all
bun run x-search.ts watchlist add <user> [note] # Add account
bun run x-search.ts watchlist remove <user> # Remove account
bun run x-search.ts watchlist check # Check recent from all
```
Watchlist stored in `data/watchlist.json`. Use for heartbeat integration — check if key accounts posted anything important.
### Cache
```bash
bun run x-search.ts cache clear # Clear all cached results
```
15-minute TTL. Avoids re-fetching identical queries.
## Research Loop (Agentic)
When doing deep research (not just a quick search), follow this loop:
### 1. Decompose the Question into Queries
Turn the research question into 3-5 keyword queries using X search operators:
- **Core query**: Direct keywords for the topic
- **Expert voices**: `from:` specific known experts
- **Pain points**: Keywords like `(broken OR bug OR issue OR migration)`
- **Positive signal**: Keywords like `(shipped OR love OR fast OR benchmark)`
- **Links**: `url:github.com` or `url:` specific domains
- **Noise reduction**: `-is:retweet` (auto-added), add `-is:reply` if needed
- **Crypto spam**: Add `-airdrop -giveaway -whitelist` if crypto topics flooding
### 2. Search and Extract
Run each query via CLI. After each, assess:
- Signal or noise? Adjust operators.
- Key voices worth searching `from:` specifically?
- Threads worth following via `thread` command?
- Linked resources worth deep-diving with `web_fetch`?
### 3. Follow Threads
When a tweet has high engagement or is a thread starter:
```bash
bun run x-search.ts thread <tweet_id>
```
### 4. Deep-Dive Linked Content
When tweets link to GitHub repos, blog posts, or docs, fetch with `web_fetch`. Prioritize links that:
- Multiple tweets reference
- Come from high-engagement tweets
- Point to technical resources directly relevant to the question
### 5. Synthesize
Group findings by theme, not by query:
```
### [Theme/Finding Title]
[1-2 sentence summary]
- @username: "[key quote]" (NL, NI) [Tweet](url)
- @username2: "[another perspective]" (NL, NI) [Tweet](url)
Resources shared:
- [Resource title](url) — [what it is]
```
### 6. Save
Use `--save` flag or save manually to `~/clawd/drafts/x-research-{topic-slug}-{YYYY-MM-DD}.md`.
## Refinement Heuristics
- **Too much noise?** Add `-is:reply`, use `--sort likes`, narrow keywords
- **Too few results?** Broaden with `OR`, remove restrictive operators
- **Crypto spam?** Add `-$ -airdrop -giveaway -whitelist`
- **Expert takes only?** Use `from:` or `--min-likes 50`
- **Substance over hot takes?** Search with `has:links`
## Heartbeat Integration
On heartbeat, can run `watchlist check` to see if key accounts posted anything notable. Flag to Frank only if Excerpt, first 6,000 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.
Install
Pinned to the audited commit d0894d7
git clone https://github.com/rohunvora/x-research-skill.git x-research
git clone https://github.com/rohunvora/x-research-skill git -C x-research-skill checkout d0894d73fa29
Commands as the repository documents them: shown, never run by us. Our verdict covers commit d0894d73fa29 only.
Works in which agents?
What its own text says, not a test
| Agent | Status | More |
|---|---|---|
| Claude Code | Mentioned in its text, not tested | Skills for Claude Code · About Claude Code |
| Codex | Mentioned in its text, not tested | Skills for Codex · About Codex |
| OpenClaw | Mentioned in its text, not tested | Skills for OpenClaw · About OpenClaw |
Audit history
Every audit, every source change
- ✓SAFE B 89 / 100
first audit · source
d0894d73fa29
README badge
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Sources
- github.com/rohunvora/x-research-skill — the audited source at commit d0894d73fa29 and every finding aboveObserved · 20 Oct 2026
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